{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c4f7d651",
   "metadata": {},
   "source": [
    "# 人脸识别实践——宿舍智能识别门禁系统"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6341193",
   "metadata": {},
   "source": [
    "* 1.创建FaceSet\n",
    "* 2.查询FaceSet\n",
    "* 3.存入face_token数据\n",
    "* 4.获取FaceSet信息数据\n",
    "* 5.人脸搜索\n",
    "* 6.人脸对比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c307f03",
   "metadata": {},
   "source": [
    "## 1.创建FaceSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ba45348b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f19e81c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>是否必选</th>\n",
       "      <th>参数名</th>\n",
       "      <th>类型</th>\n",
       "      <th>参数说明</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>可选</td>\n",
       "      <td>display_name</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸集合的名字，最长256个字符，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>可选</td>\n",
       "      <td>outer_id</td>\n",
       "      <td>String</td>\n",
       "      <td>账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>可选</td>\n",
       "      <td>tags</td>\n",
       "      <td>String</td>\n",
       "      <td>FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>可选</td>\n",
       "      <td>face_tokens</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>可选</td>\n",
       "      <td>user_data</td>\n",
       "      <td>String</td>\n",
       "      <td>自定义用户信息，不大于16 KB，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>可选</td>\n",
       "      <td>force_merge</td>\n",
       "      <td>Int</td>\n",
       "      <td>在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  是否必选           参数名      类型  \\\n",
       "0   必选       api_key  String   \n",
       "1   必选    api_secret  String   \n",
       "2   可选  display_name  String   \n",
       "3   可选      outer_id  String   \n",
       "4   可选          tags  String   \n",
       "5   可选   face_tokens  String   \n",
       "6   可选     user_data  String   \n",
       "7   可选   force_merge     Int   \n",
       "\n",
       "                                                参数说明  \n",
       "0                                  调用此 API 的 API Key  \n",
       "1                               调用此 API 的 API Secret  \n",
       "2                    人脸集合的名字，最长256个字符，不能包括字符^@,&=*'\"  \n",
       "3  账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...  \n",
       "4  FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...  \n",
       "5  人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...  \n",
       "6                    自定义用户信息，不大于16 KB，不能包括字符^@,&=*'\"  \n",
       "7  在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_html(\"\"\"<div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col><col><col><col></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Secret</span></p></td></tr><tr><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">display_name</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">人脸集合的名字，最长<span class=\"inline-comment-marker\" data-ref=\"9f098728-ac30-41a2-aab6-05b79f8a7d2e\">256</span>个字符，不能包括字符^@,&amp;=*'\"</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">outer_id</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255个字符，<span class=\"inline-comment-marker\" data-ref=\"63fc0fd1-cd44-4256-bab5-971a939d66e2\"><span class=\"inline-comment-marker\" data-ref=\"183dcb11-c22c-47f4-aa9c-2ba6f3c8210c\">不能包括字符^@,&amp;=*'\"</span></span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">tags</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长<span class=\"inline-comment-marker\" data-ref=\"1be760b6-f20d-4ff3-a086-b7f763abd84d\">255</span>个字符，多个 tag 用逗号分隔，每个 tag 不能包括字符^@,&amp;=*'\"</span></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">可选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">face_tokens</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_token</span></p></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">user_data</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">自定义用户信息，不大于<span class=\"inline-comment-marker\" data-ref=\"f9edadb1-691d-4d80-933e-909096780f61\">16 KB，不能包括字符^@,&amp;=*'\"</span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">force_merge</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">Int</span></td><td colspan=\"1\" class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_token 加入已经存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">0：不将 face_tokens 加入已存在的 FaceSet 中，直接返回 FACESET_EXIST 错误</span></p><p><span style=\"color: rgb(0,0,0);\">1：将 face_tokens 加入已存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">默认值为0</span></p></td></tr></tbody></table></div>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0bdf7623",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "API_Key = \"8ykeEebSAkL3idzOep2uI8ifu63Gr2m5\"\n",
    "API_Secret = \"0WjEPh68HOQV7c2qLdgSq5TyCQjRoBfH\"\n",
    "faceset_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\"\n",
    "\n",
    "payload = {\n",
    "    \"api_key\":API_Key,\n",
    "    \"api_secret\":API_Secret\n",
    "}\n",
    "r = requests.post(url = faceset_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2e4cc428",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "60a818fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '348d90721a2d0842010d68905e6f7906',\n",
       " 'time_used': 185,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1650085197,95ea31ac-7ea6-455a-b0d3-99e0fc1391cf',\n",
       " 'outer_id': '',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24e6ef80",
   "metadata": {},
   "source": [
    "## 2.查询faceSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "986d609b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "API_Key = \"8ykeEebSAkL3idzOep2uI8ifu63Gr2m5\"\n",
    "API_Secret = \"0WjEPh68HOQV7c2qLdgSq5TyCQjRoBfH\"\n",
    "faceset_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getfacesets\"\n",
    "\n",
    "payload = {\n",
    "    \"api_key\":API_Key,\n",
    "    \"api_secret\":API_Secret\n",
    "}\n",
    "r = requests.post(url = faceset_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9b6da090",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 90,\n",
       " 'facesets': [{'faceset_token': '763ea3ab885ccc0b832061e7b5cba7d5',\n",
       "   'outer_id': '',\n",
       "   'display_name': '',\n",
       "   'tags': ''},\n",
       "  {'faceset_token': '1ed8cce05bfc9ec3fd0a9210489291fa',\n",
       "   'outer_id': 'NFUSD00',\n",
       "   'display_name': '广州南方学院0栋学生宿舍楼',\n",
       "   'tags': ''},\n",
       "  {'faceset_token': '348d90721a2d0842010d68905e6f7906',\n",
       "   'outer_id': '',\n",
       "   'display_name': '',\n",
       "   'tags': ''}],\n",
       " 'request_id': '1650085197,6bf08512-0e87-463c-8311-1972b86d45b4'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3fbd4878",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'348d90721a2d0842010d68905e6f7906'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceset_token = r.json()['facesets'][-1]['faceset_token'] #取值\n",
    "faceset_token"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ffafa3c",
   "metadata": {},
   "source": [
    "## 3.更新人脸库信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0d985c8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "API_Key = \"8ykeEebSAkL3idzOep2uI8ifu63Gr2m5\"\n",
    "API_Secret = \"0WjEPh68HOQV7c2qLdgSq5TyCQjRoBfH\"\n",
    "faceset_update_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/update\"\n",
    "\n",
    "payload = {\n",
    "    \"api_key\":API_Key,\n",
    "    \"api_secret\":API_Secret,\n",
    "    \"faceset_token\":faceset_token,\n",
    "    \"display_name\":'广州南方学院0栋学生宿舍楼',\n",
    "    \"new_outer_id\":'NFUSD00',\n",
    "    \"user_data\":'6层，满员，女生宿舍，400位同学，均已录入facetoken'\n",
    "}\n",
    "r = requests.post(url = faceset_update_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9c97ad76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [400]>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f5753a71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 81,\n",
       " 'error_message': 'NEW_OUTER_ID_EXIST',\n",
       " 'request_id': '1650085198,cbdd299a-b93f-4ceb-a814-48a2a751deb0'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c39cf5f",
   "metadata": {},
   "source": [
    "## 4.检查数据集合信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0118437a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "API_Key = \"8ykeEebSAkL3idzOep2uI8ifu63Gr2m5\"\n",
    "API_Secret = \"0WjEPh68HOQV7c2qLdgSq5TyCQjRoBfH\"\n",
    "faceset_update_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getfacesets\"\n",
    "\n",
    "payload = {\n",
    "    \"api_key\":API_Key,\n",
    "    \"api_secret\":API_Secret,\n",
    "\n",
    "}\n",
    "r = requests.post(url = faceset_update_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "77c31f6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 66,\n",
       " 'facesets': [{'faceset_token': '763ea3ab885ccc0b832061e7b5cba7d5',\n",
       "   'outer_id': '',\n",
       "   'display_name': '',\n",
       "   'tags': ''},\n",
       "  {'faceset_token': '1ed8cce05bfc9ec3fd0a9210489291fa',\n",
       "   'outer_id': 'NFUSD00',\n",
       "   'display_name': '广州南方学院0栋学生宿舍楼',\n",
       "   'tags': ''},\n",
       "  {'faceset_token': '348d90721a2d0842010d68905e6f7906',\n",
       "   'outer_id': '',\n",
       "   'display_name': '',\n",
       "   'tags': ''}],\n",
       " 'request_id': '1650085199,e3a434c4-2c5b-45f4-a917-39352282014c'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23f927cc",
   "metadata": {},
   "source": [
    "## 5.人脸检测，获取人脸token"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b998f6bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import detect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0d3ca931",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on module detect:\n",
      "\n",
      "NAME\n",
      "    detect\n",
      "\n",
      "FUNCTIONS\n",
      "    face_detect(API_key, API_sercret, image_path)\n",
      "        该函数为调用face++ face_detect接口\n",
      "\n",
      "FILE\n",
      "    d:\\mayidan\\api\\week04\\detect.py\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(detect)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f195962a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1650085265,4ca6ede4-ed18-4d9d-ad71-33af01ca7107',\n",
       " 'time_used': 120,\n",
       " 'faces': [{'face_token': '3d16aa2f251c985472dd6fc58c27983b',\n",
       "   'face_rectangle': {'top': 98, 'left': 164, 'width': 118, 'height': 118}}],\n",
       " 'image_id': 'fwD9nHfTb9s3JIGwQOQmSA==',\n",
       " 'face_num': 1}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "detect.face_detect(API_Key,API_Secret,'Liu_01.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "24cf9c8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "402db02f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on module analyze:\n",
      "\n",
      "NAME\n",
      "    analyze\n",
      "\n",
      "FUNCTIONS\n",
      "    face_analyze(API_key, API_sercret, image_path)\n",
      "        该函数为调用face++ face_analyze接口\n",
      "\n",
      "FILE\n",
      "    d:\\mayidan\\api\\week04\\analyze.py\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(analyze)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3969a9ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 48,\n",
       " 'error_message': 'VOID_REQUEST',\n",
       " 'request_id': '1650085709,66f1002f-0f46-4f1c-b0ca-fd1e19a6cb9f'}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze.face_analyze(API_Key,API_Secret, 'Liu_01.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc0a4461",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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